Evidence map›Paper›PMID 34965193›Full record

ArticlemAbs

Multi-attribute Raman spectroscopy (MARS) for monitoring product quality attributes in formulated monoclonal antibody therapeutics.

Bingchuan Wei, Nicholas Woon, Lu Dai, Raphael Fish, Michelle Tai, Winode Handagama, Ashley Yin, Jia Sun, Andrew Maier, Dana McDaniel and 16 more

Open access · goldAbstract readValidation Study
In one paragraph

Article in mAbs. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed
1.9field-weighted citation impact, top 13% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

13 citing papers in PubMed, 31 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

26 authors at 2 institutions in 2 countries.

Bingchuan WeiProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.ORCID 0000-0003-1025-5579
Nicholas WoonProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Lu DaiProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Raphael FishProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Michelle TaiProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Winode HandagamaProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Ashley YinProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Jia SunPharmaceutical Development, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Andrew MaierPurification Development, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Dana McDanielProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Elvira KadaubProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Jessica YangPharmaceutical Development, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Miguel SagguPharmaceutical Development, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Ann WoysPharmaceutical Development, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Oxana PesterPharma Technical Development, Roche Diagnostics GmbH, Penzberg, Germany.ORCID 0000-0001-5137-4262
Danny LambertPharma Technical Development, F. Hoffmann-La Roche, Basel, Switzerland.
Alex PellProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Zhiqi HaoProtein Analytical Chemistry Quality Control, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Gordon MagillCell Culture Development and Bioprocess, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Jack YimProtein Analytical Chemistry Quality Control, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Jefferson ChanProtein Analytical Chemistry Quality Control, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Lindsay YangProtein Analytical Chemistry Quality Control, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Frank MacchiProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Christian BellPharma Technical Development, F. Hoffmann-La Roche, Basel, Switzerland.
Galahad DeperaltaProtein Analytical Chemistry, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Yan ChenPharma Technical Development, Genentech Inc, 1 DNA Way, South San Francisco, California, USA.
Roche (Switzerland) · CHRoche Pharma AG (Germany) · DE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Rapid release of biopharmaceutical products enables a more efficient drug manufacturing process. Multi-attribute methods that target several product quality attributes (PQAs) at one time are an essential pillar of the rapid-release strategy. The novel, high-throughput, and nondestructive multi-attribute Raman spectroscopy (MARS) method combines Raman spectroscopy, design of experiments, and multivariate data analysis (MVDA). MARS allows the measurement of multiple PQAs for formulated protein therapeutics without sample preparation from a single spectroscopic scan. Variable importance in projection analysis is used to associate the chemical and spectral basis of targeted PQAs, which assists in model interpretation and selection. This study shows the feasibility of MARS for the measurement of both protein purity-related and formulation-related PQAs; measurements of protein concentration, osmolality, and some formulation additives were achieved by a generic multiproduct model for various protein products containing the same formulation components. MARS demonstrates the potential to be a powerful methodology to improve the efficiency of biopharmaceutical development and manufacturing, as it features fast turnaround time, good robustness, less human intervention, and potential for automation.

Indexed as

Quality ControlAnimalsAntibodies, MonoclonalCHO CellsCricetulusRecombinant ProteinsSpectrum Analysis, RamanAntibodies, MonoclonalRecombinant Proteinsdesign of experimentsformulationmonoclonal antibodyMulti-attribute methodsmultivariate data analysisproduct quality attributesprotein characterizationquality controlRaman spectroscopyreal-time release testing

Identifiers

PMID34965193
PMCPMC8726703
OpenAlexW4200571257

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.